Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	6172
Missing cells	461
Missing cells (%)	0.6%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	2.4 MiB
Average record size in memory	414.0 B

Variable types

Text	2
Categorical	2
DateTime	1
Numeric	8

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`EU_Sales` is highly overall correlated with `Global_Sales` and 2 other fields	High correlation
`Global_Sales` is highly overall correlated with `EU_Sales` and 2 other fields	High correlation
`NA_Sales` is highly overall correlated with `EU_Sales` and 2 other fields	High correlation
`Other_Sales` is highly overall correlated with `EU_Sales` and 2 other fields	High correlation
`user_review` has 357 (5.8%) missing values	Missing
`Year` has 103 (1.7%) missing values	Missing
`NA_Sales` has 501 (8.1%) zeros	Zeros
`EU_Sales` has 773 (12.5%) zeros	Zeros
`JP_Sales` has 4287 (69.5%) zeros	Zeros
`Other_Sales` has 1198 (19.4%) zeros	Zeros

Reproduction

Analysis started	2025-03-12 18:44:49.346683
Analysis finished	2025-03-12 18:44:53.641031
Duration	4.29 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Name
Text

Distinct	4027
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Memory size	468.4 KiB

Length

Max length	66
Median length	48
Mean length	20.698801
Min length	2

Characters and Unicode

Total characters	127753
Distinct characters	77
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2762 ?
Unique (%)	44.8%

Sample

1st row	The Legend of Zelda: Ocarina of Time
2nd row	Tony Hawk's Pro Skater 2
3rd row	Grand Theft Auto IV
4th row	SoulCalibur
5th row	Grand Theft Auto IV

Value	Count	Frequency (%)
the	1124	5.2%
of	841	3.9%
2	502	2.3%
3	262	1.2%
	147	0.7%
ii	139	0.6%
world	121	0.6%
nba	115	0.5%
wars	110	0.5%
nfl	104	0.5%
Other values (3661)	18286	84.1%

Most occurring characters

Value	Count	Frequency (%)
	15579	12.2%
e	10513	8.2%
a	8138	6.4%
o	7516	5.9%
r	7212	5.6%
n	6382	5.0%
i	6226	4.9%
t	5724	4.5%
s	4926	3.9%
l	4296	3.4%
Other values (67)	51241	40.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	127753	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	15579	12.2%
e	10513	8.2%
a	8138	6.4%
o	7516	5.9%
r	7212	5.6%
n	6382	5.0%
i	6226	4.9%
t	5724	4.5%
s	4926	3.9%
l	4296	3.4%
Other values (67)	51241	40.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	127753	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	15579	12.2%
e	10513	8.2%
a	8138	6.4%
o	7516	5.9%
r	7212	5.6%
n	6382	5.0%
i	6226	4.9%
t	5724	4.5%
s	4926	3.9%
l	4296	3.4%
Other values (67)	51241	40.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	127753	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	15579	12.2%
e	10513	8.2%
a	8138	6.4%
o	7516	5.9%
r	7212	5.6%
n	6382	5.0%
i	6226	4.9%
t	5724	4.5%
s	4926	3.9%
l	4296	3.4%
Other values (67)	51241	40.1%

Platform
Categorical

Distinct	18
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	391.6 KiB

PlayStation 2	1042
Xbox 360	714
PlayStation 3	644
PC	608
Xbox	583
Other values (13)	2581

Length

Max length	16
Median length	11
Mean length	7.9460467
Min length	2

Characters and Unicode

Total characters	49043
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Nintendo 64
2nd row	PlayStation
3rd row	PlayStation 3
4th row	Dreamcast
5th row	Xbox 360

Common Values

Value	Count	Frequency (%)
PlayStation 2	1042	16.9%
Xbox 360	714	11.6%
PlayStation 3	644	10.4%
PC	608	9.9%
Xbox	583	9.4%
DS	474	7.7%
Wii	384	6.2%
GameCube	352	5.7%
PSP	343	5.6%
Game Boy Advance	292	4.7%
Other values (8)	736	11.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
playstation	2076	21.6%
xbox	1400	14.6%
2	1042	10.8%
360	714	7.4%
3	644	6.7%
pc	608	6.3%
ds	474	4.9%
wii	438	4.6%
gamecube	352	3.7%
psp	343	3.6%
Other values (11)	1530	15.9%

Most occurring characters

Value	Count	Frequency (%)
a	5205	10.6%
t	4311	8.8%
o	3823	7.8%
	3449	7.0%
P	3370	6.9%
i	3098	6.3%
S	3014	6.1%
n	2581	5.3%
y	2368	4.8%
l	2076	4.2%
Other values (26)	15748	32.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49043	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	5205	10.6%
t	4311	8.8%
o	3823	7.8%
	3449	7.0%
P	3370	6.9%
i	3098	6.3%
S	3014	6.1%
n	2581	5.3%
y	2368	4.8%
l	2076	4.2%
Other values (26)	15748	32.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49043	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	5205	10.6%
t	4311	8.8%
o	3823	7.8%
	3449	7.0%
P	3370	6.9%
i	3098	6.3%
S	3014	6.1%
n	2581	5.3%
y	2368	4.8%
l	2076	4.2%
Other values (26)	15748	32.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49043	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	5205	10.6%
t	4311	8.8%
o	3823	7.8%
	3449	7.0%
P	3370	6.9%
i	3098	6.3%
S	3014	6.1%
n	2581	5.3%
y	2368	4.8%
l	2076	4.2%
Other values (26)	15748	32.1%

release_date
Date

Distinct	1944
Distinct (%)	31.5%
Missing	0
Missing (%)	0.0%
Memory size	48.3 KiB

Minimum	1996-03-30 00:00:00
Maximum	2020-08-18 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

meta_score
Real number (ℝ)

Distinct	78
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.974401

Minimum	22
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	22
5-th percentile	57
Q1	66
median	74
Q3	81
95-th percentile	90
Maximum	99
Range	77
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.691893
Coefficient of variation (CV)	0.16021911
Kurtosis	1.7530867
Mean	72.974401
Median Absolute Deviation (MAD)	8
Skewness	-0.87312041
Sum	450398
Variance	136.70037
Monotonicity	Decreasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	224	3.6%
70	223	3.6%
78	222	3.6%
75	218	3.5%
71	214	3.5%
76	211	3.4%
74	210	3.4%
73	206	3.3%
77	203	3.3%
81	203	3.3%
Other values (68)	4038	65.4%

Value	Count	Frequency (%)
22	2	< 0.1%
23	3	< 0.1%
24	3	< 0.1%
25	4	0.1%
26	7	0.1%
27	4	0.1%
28	6	0.1%
29	3	< 0.1%
30	4	0.1%
31	3	< 0.1%

Value	Count	Frequency (%)
99	1	< 0.1%
98	4	0.1%
97	12	0.2%
96	19	0.3%
95	17	0.3%
94	36	0.6%
93	42	0.7%
92	56	0.9%
91	74	1.2%
90	83	1.3%

user_review
Real number (ℝ)

Missing

Distinct	10
Distinct (%)	0.2%
Missing	357
Missing (%)	5.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.372485

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	7
median	8
Q3	8
95-th percentile	9
Maximum	10
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2614251
Coefficient of variation (CV)	0.17109904
Kurtosis	2.4556693
Mean	7.372485
Median Absolute Deviation (MAD)	1
Skewness	-1.3666
Sum	42871
Variance	1.5911933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	2645	42.9%
7	1305	21.1%
9	722	11.7%
6	703	11.4%
5	206	3.3%
4	146	2.4%
3	55	0.9%
2	30	0.5%
10	2	< 0.1%
1	1	< 0.1%
(Missing)	357	5.8%

Value	Count	Frequency (%)
1	1	< 0.1%
2	30	0.5%
3	55	0.9%
4	146	2.4%
5	206	3.3%
6	703	11.4%
7	1305	21.1%
8	2645	42.9%
9	722	11.7%
10	2	< 0.1%

Value	Count	Frequency (%)
10	2	< 0.1%
9	722	11.7%
8	2645	42.9%
7	1305	21.1%
6	703	11.4%
5	206	3.3%
4	146	2.4%
3	55	0.9%
2	30	0.5%
1	1	< 0.1%

Year
Real number (ℝ)

Missing

Distinct	22
Distinct (%)	0.4%
Missing	103
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%
Mean	2006.9366

Minimum	1988
Maximum	2016
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	1988
5-th percentile	2001
Q1	2004
median	2007
Q3	2010
95-th percentile	2014
Maximum	2016
Range	28
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.1848476
Coefficient of variation (CV)	0.0020851918
Kurtosis	-0.57847808
Mean	2006.9366
Median Absolute Deviation (MAD)	3
Skewness	0.16135698
Sum	12180098
Variance	17.512949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
2007	527	8.5%
2005	519	8.4%
2008	498	8.1%
2003	488	7.9%
2002	477	7.7%
2009	471	7.6%
2006	462	7.5%
2004	451	7.3%
2010	374	6.1%
2011	355	5.8%
Other values (12)	1447	23.4%

Value	Count	Frequency (%)
1988	1	< 0.1%
1996	12	0.2%
1997	27	0.4%
1998	28	0.5%
1999	39	0.6%
2000	123	2.0%
2001	270	4.4%
2002	477	7.7%
2003	488	7.9%
2004	451	7.3%

Value	Count	Frequency (%)
2016	107	1.7%
2015	180	2.9%
2014	189	3.1%
2013	208	3.4%
2012	263	4.3%
2011	355	5.8%
2010	374	6.1%
2009	471	7.6%
2008	498	8.1%
2007	527	8.5%

Genre
Categorical

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	387.2 KiB

Action	1351
Sports	930
Shooter	721
Role-Playing	639
Racing	535
Other values (7)	1996

Length

Max length	12
Median length	10
Mean length	7.2185677
Min length	4

Characters and Unicode

Total characters	44553
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Action
2nd row	Sports
3rd row	Action
4th row	Fighting
5th row	Action

Common Values

Value	Count	Frequency (%)
Action	1351	21.9%
Sports	930	15.1%
Shooter	721	11.7%
Role-Playing	639	10.4%
Racing	535	8.7%
Platform	385	6.2%
Misc	361	5.8%
Fighting	319	5.2%
Strategy	275	4.5%
Simulation	266	4.3%
Other values (2)	390	6.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
action	1351	21.9%
sports	930	15.1%
shooter	721	11.7%
role-playing	639	10.4%
racing	535	8.7%
platform	385	6.2%
misc	361	5.8%
fighting	319	5.2%
strategy	275	4.5%
simulation	266	4.3%
Other values (2)	390	6.3%

Most occurring characters

Value	Count	Frequency (%)
o	5013	11.3%
t	4744	10.6%
i	4056	9.1%
n	3332	7.5%
r	2533	5.7%
e	2247	5.0%
c	2247	5.0%
S	2192	4.9%
a	2100	4.7%
l	2097	4.7%
Other values (17)	13992	31.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44553	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	5013	11.3%
t	4744	10.6%
i	4056	9.1%
n	3332	7.5%
r	2533	5.7%
e	2247	5.0%
c	2247	5.0%
S	2192	4.9%
a	2100	4.7%
l	2097	4.7%
Other values (17)	13992	31.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44553	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	5013	11.3%
t	4744	10.6%
i	4056	9.1%
n	3332	7.5%
r	2533	5.7%
e	2247	5.0%
c	2247	5.0%
S	2192	4.9%
a	2100	4.7%
l	2097	4.7%
Other values (17)	13992	31.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44553	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	5013	11.3%
t	4744	10.6%
i	4056	9.1%
n	3332	7.5%
r	2533	5.7%
e	2247	5.0%
c	2247	5.0%
S	2192	4.9%
a	2100	4.7%
l	2097	4.7%
Other values (17)	13992	31.4%

Publisher
Text

Distinct	244
Distinct (%)	4.0%
Missing	1
Missing (%)	< 0.1%
Memory size	426.6 KiB

Length

Max length	38
Median length	27
Mean length	13.761951
Min length	3

Characters and Unicode

Total characters	84925
Distinct characters	63
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	86 ?
Unique (%)	1.4%

Sample

1st row	Nintendo
2nd row	Activision
3rd row	Take-Two Interactive
4th row	Namco Bandai Games
5th row	Take-Two Interactive

Value	Count	Frequency (%)
entertainment	867	7.8%
electronic	836	7.5%
arts	836	7.5%
interactive	681	6.1%
games	614	5.5%
activision	409	3.7%
ubisoft	391	3.5%
sony	330	3.0%
computer	323	2.9%
nintendo	315	2.8%
Other values (291)	5580	49.9%

Most occurring characters

Value	Count	Frequency (%)
t	8541	10.1%
e	7553	8.9%
i	7372	8.7%
n	6986	8.2%
a	5527	6.5%
o	5408	6.4%
r	5048	5.9%
	5011	5.9%
c	3892	4.6%
s	3663	4.3%
Other values (53)	25924	30.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	84925	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	8541	10.1%
e	7553	8.9%
i	7372	8.7%
n	6986	8.2%
a	5527	6.5%
o	5408	6.4%
r	5048	5.9%
	5011	5.9%
c	3892	4.6%
s	3663	4.3%
Other values (53)	25924	30.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	84925	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	8541	10.1%
e	7553	8.9%
i	7372	8.7%
n	6986	8.2%
a	5527	6.5%
o	5408	6.4%
r	5048	5.9%
	5011	5.9%
c	3892	4.6%
s	3663	4.3%
Other values (53)	25924	30.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	84925	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	8541	10.1%
e	7553	8.9%
i	7372	8.7%
n	6986	8.2%
a	5527	6.5%
o	5408	6.4%
r	5048	5.9%
	5011	5.9%
c	3892	4.6%
s	3663	4.3%
Other values (53)	25924	30.5%

NA_Sales
Real number (ℝ)

High correlation Zeros

Distinct	361
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41823882

Minimum	0
Maximum	41.49
Zeros	501
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.06
median	0.15
Q3	0.42
95-th percentile	1.6445
Maximum	41.49
Range	41.49
Interquartile range (IQR)	0.36

Descriptive statistics

Standard deviation	1.0240816
Coefficient of variation (CV)	2.448557
Kurtosis	467.30319
Mean	0.41823882
Median Absolute Deviation (MAD)	0.12
Skewness	15.28473
Sum	2581.37
Variance	1.0487431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	501	8.1%
0.05	211	3.4%
0.01	204	3.3%
0.03	202	3.3%
0.02	198	3.2%
0.09	194	3.1%
0.06	188	3.0%
0.11	184	3.0%
0.07	184	3.0%
0.04	178	2.9%
Other values (351)	3928	63.6%

Value	Count	Frequency (%)
0	501	8.1%
0.01	204	3.3%
0.02	198	3.2%
0.03	202	3.3%
0.04	178	2.9%
0.05	211	3.4%
0.06	188	3.0%
0.07	184	3.0%
0.08	176	2.9%
0.09	194	3.1%

Value	Count	Frequency (%)
41.49	1	< 0.1%
15.85	1	< 0.1%
15.75	1	< 0.1%
14.97	1	< 0.1%
14.59	1	< 0.1%
14.03	1	< 0.1%
11.38	1	< 0.1%
9.81	1	< 0.1%
9.67	1	< 0.1%
9.63	1	< 0.1%

EU_Sales
Real number (ℝ)

High correlation Zeros

Distinct	271
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24947181

Minimum	0
Maximum	29.02
Zeros	773
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02
median	0.06
Q3	0.22
95-th percentile	1.06
Maximum	29.02
Range	29.02
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.71297804
Coefficient of variation (CV)	2.8579504
Kurtosis	482.90039
Mean	0.24947181
Median Absolute Deviation (MAD)	0.06
Skewness	15.729898
Sum	1539.74
Variance	0.50833769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	773	12.5%
0.01	609	9.9%
0.02	560	9.1%
0.03	446	7.2%
0.04	329	5.3%
0.05	242	3.9%
0.06	188	3.0%
0.07	171	2.8%
0.08	155	2.5%
0.1	127	2.1%
Other values (261)	2572	41.7%

Value	Count	Frequency (%)
0	773	12.5%
0.01	609	9.9%
0.02	560	9.1%
0.03	446	7.2%
0.04	329	5.3%
0.05	242	3.9%
0.06	188	3.0%
0.07	171	2.8%
0.08	155	2.5%
0.09	121	2.0%

Value	Count	Frequency (%)
29.02	1	< 0.1%
12.88	1	< 0.1%
11.01	1	< 0.1%
9.27	1	< 0.1%
9.23	1	< 0.1%
9.2	1	< 0.1%
8.59	1	< 0.1%
8.03	1	< 0.1%
7.57	1	< 0.1%
7.06	1	< 0.1%

JP_Sales
Real number (ℝ)

Zeros

Distinct	160
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.071088788

Minimum	0
Maximum	6.5
Zeros	4287
Zeros (%)	69.5%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.33
Maximum	6.5
Range	6.5
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.30051247
Coefficient of variation (CV)	4.2272836
Kurtosis	131.11076
Mean	0.071088788
Median Absolute Deviation (MAD)	0
Skewness	9.8197996
Sum	438.76
Variance	0.090307743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4287	69.5%
0.01	282	4.6%
0.02	183	3.0%
0.03	146	2.4%
0.04	118	1.9%
0.06	88	1.4%
0.05	83	1.3%
0.08	68	1.1%
0.07	59	1.0%
0.1	49	0.8%
Other values (150)	809	13.1%

Value	Count	Frequency (%)
0	4287	69.5%
0.01	282	4.6%
0.02	183	3.0%
0.03	146	2.4%
0.04	118	1.9%
0.05	83	1.3%
0.06	88	1.4%
0.07	59	1.0%
0.08	68	1.1%
0.09	37	0.6%

Value	Count	Frequency (%)
6.5	1	< 0.1%
5.33	1	< 0.1%
5.32	1	< 0.1%
4.7	1	< 0.1%
4.36	1	< 0.1%
4.35	1	< 0.1%
4.13	2	< 0.1%
3.79	1	< 0.1%
3.77	1	< 0.1%
3.63	1	< 0.1%

Other_Sales
Real number (ℝ)

High correlation Zeros

Distinct	143
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.085706416

Minimum	0
Maximum	10.57
Zeros	1198
Zeros (%)	19.4%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.02
Q3	0.07
95-th percentile	0.32
Maximum	10.57
Range	10.57
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.28182026
Coefficient of variation (CV)	3.2882049
Kurtosis	537.91455
Mean	0.085706416
Median Absolute Deviation (MAD)	0.02
Skewness	18.476405
Sum	528.98
Variance	0.079422658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1356	22.0%
0	1198	19.4%
0.02	673	10.9%
0.03	432	7.0%
0.04	331	5.4%
0.05	255	4.1%
0.06	229	3.7%
0.07	182	2.9%
0.08	138	2.2%
0.09	130	2.1%
Other values (133)	1248	20.2%

Value	Count	Frequency (%)
0	1198	19.4%
0.01	1356	22.0%
0.02	673	10.9%
0.03	432	7.0%
0.04	331	5.4%
0.05	255	4.1%
0.06	229	3.7%
0.07	182	2.9%
0.08	138	2.2%
0.09	130	2.1%

Value	Count	Frequency (%)
10.57	1	< 0.1%
8.46	1	< 0.1%
7.53	1	< 0.1%
4.14	1	< 0.1%
3.31	1	< 0.1%
2.96	1	< 0.1%
2.93	1	< 0.1%
2.9	1	< 0.1%
2.85	1	< 0.1%
2.52	1	< 0.1%

Global_Sales
Real number (ℝ)

High correlation

Distinct	539
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8247197

Minimum	0.01
Maximum	82.74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	48.3 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.03
Q1	0.11
median	0.3
Q3	0.81
95-th percentile	3.1345
Maximum	82.74
Range	82.73
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	2.060152
Coefficient of variation (CV)	2.4980027
Kurtosis	461.6098
Mean	0.8247197
Median Absolute Deviation (MAD)	0.24
Skewness	15.424586
Sum	5090.17
Variance	4.2442263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	206	3.3%
0.05	184	3.0%
0.03	173	2.8%
0.04	157	2.5%
0.06	143	2.3%
0.08	140	2.3%
0.07	133	2.2%
0.09	128	2.1%
0.11	123	2.0%
0.1	123	2.0%
Other values (529)	4662	75.5%

Value	Count	Frequency (%)
0.01	86	1.4%
0.02	206	3.3%
0.03	173	2.8%
0.04	157	2.5%
0.05	184	3.0%
0.06	143	2.3%
0.07	133	2.2%
0.08	140	2.3%
0.09	128	2.1%
0.1	123	2.0%

Value	Count	Frequency (%)
82.74	1	< 0.1%
35.82	1	< 0.1%
33	1	< 0.1%
30.01	1	< 0.1%
29.02	1	< 0.1%
28.62	1	< 0.1%
23.42	1	< 0.1%
22.72	1	< 0.1%
22	1	< 0.1%
21.82	1	< 0.1%

	EU_Sales	Genre	Global_Sales	JP_Sales	NA_Sales	Other_Sales	Platform	Year	meta_score	user_review
EU_Sales	1.000	0.000	0.798	0.277	0.637	0.793	0.036	0.092	0.366	0.137
Genre	0.000	1.000	0.027	0.042	0.039	0.000	0.157	0.091	0.072	0.060
Global_Sales	0.798	0.027	1.000	0.439	0.909	0.889	0.039	0.073	0.402	0.173
JP_Sales	0.277	0.042	0.439	1.000	0.291	0.349	0.083	0.158	0.222	0.208
NA_Sales	0.637	0.039	0.909	0.291	1.000	0.773	0.054	-0.021	0.340	0.146
Other_Sales	0.793	0.000	0.889	0.349	0.773	1.000	0.012	0.220	0.334	0.106
Platform	0.036	0.157	0.039	0.083	0.054	0.012	1.000	0.491	0.090	0.107
Year	0.092	0.091	0.073	0.158	-0.021	0.220	0.491	1.000	-0.004	-0.261
meta_score	0.366	0.072	0.402	0.222	0.340	0.334	0.090	-0.004	1.000	0.464
user_review	0.137	0.060	0.173	0.208	0.146	0.106	0.107	-0.261	0.464	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Name	Platform	release_date	meta_score	user_review	Year	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales
0	The Legend of Zelda: Ocarina of Time	Nintendo 64	November 23, 1998	99	9.0	1998.0	Action	Nintendo	4.10	1.89	1.45	0.16	7.60
1	Tony Hawk's Pro Skater 2	PlayStation	September 20, 2000	98	7.0	2000.0	Sports	Activision	3.05	1.41	0.02	0.20	4.68
2	Grand Theft Auto IV	PlayStation 3	April 29, 2008	98	8.0	2008.0	Action	Take-Two Interactive	4.76	3.76	0.44	1.62	10.57
3	SoulCalibur	Dreamcast	September 8, 1999	98	8.0	1999.0	Fighting	Namco Bandai Games	0.00	0.00	0.34	0.00	0.34
4	Grand Theft Auto IV	Xbox 360	April 29, 2008	98	8.0	2008.0	Action	Take-Two Interactive	6.76	3.10	0.14	1.03	11.02
5	Super Mario Galaxy	Wii	November 12, 2007	97	9.0	2007.0	Platform	Nintendo	6.16	3.40	1.20	0.76	11.52
6	Super Mario Galaxy 2	Wii	May 23, 2010	97	9.0	2010.0	Platform	Nintendo	3.66	2.42	0.98	0.64	7.69
7	Grand Theft Auto V	Xbox One	November 18, 2014	97	8.0	2014.0	Action	Take-Two Interactive	2.66	2.01	0.00	0.41	5.08
8	Grand Theft Auto V	PlayStation 3	September 17, 2013	97	8.0	2013.0	Action	Take-Two Interactive	7.01	9.27	0.97	4.14	21.40
9	Grand Theft Auto V	Xbox 360	September 17, 2013	97	8.0	2013.0	Action	Take-Two Interactive	9.63	5.31	0.06	1.38	16.38

	Name	Platform	release_date	meta_score	user_review	Year	Genre	Publisher	NA_Sales	EU_Sales	Other_Sales	Global_Sales
6162	Batman: Dark Tomorrow	Xbox	March 18, 2003	25	3.0	2003.0	Action	Kemco	0.08	0.02	0.00	0.11
6163	Cruis'n	Wii	November 27, 2007	25	4.0	2007.0	Racing	Midway Games	0.10	0.01	0.01	0.12
6164	Gravity Games Bike: Street Vert Dirt	PlayStation 2	June 27, 2002	24	3.0	2002.0	Sports	Midway Games	0.05	0.04	0.01	0.10
6165	Legends of Wrestling II	Game Boy Advance	November 25, 2002	24	4.0	2002.0	Fighting	Acclaim Entertainment	0.05	0.02	0.00	0.07
6166	Pulse Racer	Xbox	January 2, 2003	24	2.0	2003.0	Racing	Jaleco	0.01	0.00	0.00	0.02
6167	Fighter Within	Xbox One	November 19, 2013	23	3.0	2013.0	Fighting	Ubisoft	0.11	0.07	0.02	0.19
6168	Homie Rollerz	DS	March 5, 2008	23	3.0	2008.0	Racing	Destineer	0.07	0.00	0.01	0.07
6169	Charlie's Angels	GameCube	July 9, 2003	23	4.0	2003.0	Action	Ubisoft	0.01	0.00	0.00	0.02
6170	Fast & Furious: Showdown	Xbox 360	May 21, 2013	22	1.0	2013.0	Action	Activision	0.00	0.04	0.00	0.05
6171	Drake of the 99 Dragons	Xbox	November 3, 2003	22	2.0	NaN	Shooter	Unknown	0.05	0.01	0.00	0.07

Most frequently occurring

	Name	Platform	release_date	meta_score	user_review	Year	Genre	Publisher	NA_Sales	EU_Sales	JP_Sales	Other_Sales	Global_Sales	# duplicates
0	Naughty Bear	Xbox 360	June 25, 2010	43	6.0	2010.0	Action	505 Games	0.21	0.16	0.0	0.04	0.41	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring